{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from sklearn.datasets import make_blobs, make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.colors import ListedColormap\n",
    "from sklearn.datasets import make_circles\n",
    "from IPython import display\n",
    "from common import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_ring(n_samples):\n",
    "    np.random.seed(123)\n",
    "    z = np.random.randn(n_samples, 2)\n",
    "    sq2 = 1/np.sqrt(2)\n",
    "    centers = [(1,0), (-1,0), (0,1), (0,-1), (sq2,sq2), (-sq2,sq2), (sq2,-sq2), (-sq2,-sq2)]\n",
    "    x, _ = make_blobs(n_samples=n_samples,\n",
    "                      cluster_std=np.zeros(len(centers))+0.02,\n",
    "                      centers=centers,\n",
    "                      random_state=123)\n",
    "    \n",
    "    x = (x - x.min())/(x - x.min()).max()\n",
    "    x = (x - 0.5)*0.4 + 0.5\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/xy4cm/Projects/ICML2019/AAT-synthetic/common.py:199: dense (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use keras.layers.dense instead.\n",
      "WARNING:tensorflow:From /home/xy4cm/anaconda3/envs/tf/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n",
      "WARNING:tensorflow:From /home/xy4cm/anaconda3/envs/tf/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.cast instead.\n",
      "{'max_distance': 0.5, 'num_steps': 10, 'step_size': 0.05, 'random_start': True, 'norm': 'Linf', 'optimizer': 'adam', 'x_min': 0.0, 'x_max': 1.0}\n"
     ]
    }
   ],
   "source": [
    "tf.random.set_random_seed(123)\n",
    "x_train, y_train = make_dataset(make_ring, n_pos_samples=1000, n_neg_samples=1000)\n",
    "tf.reset_default_graph()\n",
    "detector = Model(var_scope='detector', hidden_sizes=[500]*5)\n",
    "detector_vars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES,\n",
    "                                  scope='detector')\n",
    "\n",
    "x_train_others = x_train[y_train == 0]\n",
    "x_train_target = x_train[y_train == 1]\n",
    "y_train_others = y_train[y_train == 0]\n",
    "y_train_target = y_train[y_train == 1]\n",
    "\n",
    "attack = PGDAttackDetector(detector, **attack_config, batch_size=x_train_others.shape[0])\n",
    "print(attack_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess = tf.Session()\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = tf.train.AdamOptimizer(5e-4)\n",
    "train_step = optimizer.minimize(detector.xent)\n",
    "sess.run(tf.variables_initializer(optimizer.variables()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4, 4), dpi=200)\n",
    "ax = plt.subplot(1, 1, 1)\n",
    "ax.set_axis_off()\n",
    "\n",
    "for i in range(500):\n",
    "    sess.run(train_step,feed_dict={detector.x_input: x_train, detector.y_input: y_train})\n",
    "plot_detector(detector, x_train, y_train, ax, sess)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(50000):\n",
    "    x_train_others_adv = attack.perturb(x_train_others, None, sess, verbose=False)\n",
    "    x_train_with_adv = np.concatenate([x_train_target, x_train_others_adv])\n",
    "    y_train_with_adv = np.concatenate([y_train_target, y_train_others])\n",
    "    sess.run(train_step,feed_dict={detector.x_input: x_train_with_adv, detector.y_input: y_train_with_adv})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax0, ax1) = plt.subplots(nrows=2, figsize=(4, 10), dpi=150)\n",
    "plot_detector(detector, x_train, y_train, ax0, sess, plot_z=False)\n",
    "plot_detector(detector, x=None, y=None, ax=ax1, sess=sess)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf",
   "language": "python",
   "name": "tf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
